Title :
The use of cluster analysis for the synthesis of optimal frequency control law for induction drive
Author :
Braslavsky, I.Ya. ; Kostylev, A.V. ; Tsibanov, D.V.
Author_Institution :
Ural Power Eng. Inst., Ural Fed. Univ., Ekaterinburg, Russia
Abstract :
The problem of the starting process optimization of frequency controlled induction motor is discussed. The using of the specially synthesized frequency u/f control law is proposed. The concept of synthesis of the control law on the criterion of minimum motor heating is described. The simplified synthesis of the control law based on neural clustering for motors with similar parameters is considered. Simulated and experimental results are given.
Keywords :
control system synthesis; frequency control; induction motor drives; machine control; neurocontrollers; optimal control; optimisation; pattern clustering; cluster analysis; induction motor drive; minimum motor heating criterion; neural network clustering; optimal frequency control law synthesis; starting process optimization problem; Frequency control; Induction motors; Optimal control; Optimization; Process control; Stators; induction motor; neural network clustering; optimization; scalar control;
Conference_Titel :
Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM), 2014 International Symposium on
Conference_Location :
Ischia
DOI :
10.1109/SPEEDAM.2014.6871947
